WebCSEA
WebCSEA performs cell-type specific enrichment analysis of gene sets using single-cell RNA sequencing (scRNA-seq) derived tissue-cell-type signatures to identify tissue- and cell-type-specific expression patterns relevant to complex traits and diseases.
Key Features:
- Extensive Database: Leverages a curated compendium of single-cell RNA sequencing (scRNA-seq) data across 111 panels encompassing 1,355 tissue-cell types (TCs) from 61 general tissues within 11 organ systems.
- Decoding Tissue-Specificity (deTS) Algorithm: Implements an adapted decoding tissue-specificity (deTS) algorithm to measure and assess enrichment of input gene sets in specific tissue-cell types.
- Permutation-Based Methodology: Applies a permutation-based approach to correct for biases from varying numbers of signature genes across TCs and to estimate cell-type specificity significance.
- Interactive Visualizations: Generates interactive and static heatmaps and visualizations profiling cell-type specificity across 1,355 TCs and summarizing results by organ system, developmental stage, and top-ranked tissues and cell types.
Scientific Applications:
- Complex Trait and Disease Interpretation: Identifies tissue-cell-type associations for gene sets derived from studies of human complex traits and diseases.
- Molecular Mechanism Investigation: Facilitates investigation of cell-type-specific expression patterns to infer molecular underpinnings of phenotypes.
- Cellular Heterogeneity Characterization: Enables characterization of cellular heterogeneity within human tissues using large-scale scRNA-seq-derived tissue-cell-type signatures.
Methodology:
Performs enrichment analysis using an scRNA-seq-derived signature compendium (111 panels, 1,355 TCs) with an adapted decoding tissue-specificity (deTS) algorithm and permutation-based significance estimation.
Topics
Details
- License:
- Not licensed
- Cost:
- Free of charge
- Tool Type:
- web application
- Operating Systems:
- Mac, Linux, Windows
- Programming Languages:
- R
- Added:
- 8/10/2022
- Last Updated:
- 11/24/2024
Operations
Publications
Dai Y, Hu R, Liu A, Cho KS, Manuel AM, Li X, Dong X, Jia P, Zhao Z. WebCSEA: web-based cell-type-specific enrichment analysis of genes. Nucleic Acids Research. 2022;50(W1):W782-W790. doi:10.1093/nar/gkac392. PMID:35610053. PMCID:PMC10359109.